Dataset statistics
| Number of variables | 35 |
|---|---|
| Number of observations | 9667 |
| Missing cells | 1335 |
| Missing cells (%) | 0.4% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 2.5 MiB |
| Average record size in memory | 266.0 B |
Variable types
| Numeric | 14 |
|---|---|
| Categorical | 14 |
| Boolean | 7 |
diag_1 has a high cardinality: 447 distinct values | High cardinality |
diag_2 has a high cardinality: 440 distinct values | High cardinality |
diag_3 has a high cardinality: 468 distinct values | High cardinality |
number_inpatient is highly correlated with predicted_readmitted | High correlation |
predicted_readmitted is highly correlated with number_inpatient | High correlation |
change is highly correlated with diabetesMed | High correlation |
diabetesMed is highly correlated with change and 1 other fields | High correlation |
insulin is highly correlated with diabetesMed | High correlation |
gender is highly correlated with hemoglobin_level | High correlation |
age is highly correlated with medical_specialty | High correlation |
admission_type_code is highly correlated with admission_source_code and 1 other fields | High correlation |
admission_source_code is highly correlated with admission_type_code and 1 other fields | High correlation |
medical_specialty is highly correlated with age and 2 other fields | High correlation |
number_inpatient is highly correlated with predicted_readmitted | High correlation |
hemoglobin_level is highly correlated with gender | High correlation |
insulin is highly correlated with change and 1 other fields | High correlation |
change is highly correlated with insulin and 1 other fields | High correlation |
diabetesMed is highly correlated with insulin and 1 other fields | High correlation |
predicted_readmitted is highly correlated with number_inpatient | High correlation |
age has 293 (3.0%) missing values | Missing |
weight has 165 (1.7%) missing values | Missing |
admission_type_code has 146 (1.5%) missing values | Missing |
num_lab_procedures has 183 (1.9%) missing values | Missing |
num_medications has 308 (3.2%) missing values | Missing |
diag_2 has 169 (1.7%) missing values | Missing |
number_emergency is highly skewed (γ1 = 32.76633298) | Skewed |
admission_id has unique values | Unique |
num_procedures has 4369 (45.2%) zeros | Zeros |
number_outpatient has 8069 (83.5%) zeros | Zeros |
number_emergency has 8587 (88.8%) zeros | Zeros |
number_inpatient has 6470 (66.9%) zeros | Zeros |
Reproduction
| Analysis started | 2022-02-26 12:23:27.895765 |
|---|---|
| Analysis finished | 2022-02-26 12:24:23.512870 |
| Duration | 55.62 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 9667 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 91391.86956 |
| Minimum | 81412 |
|---|---|
| Maximum | 101440 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.6 KiB |
Quantile statistics
| Minimum | 81412 |
|---|---|
| 5-th percentile | 82461.3 |
| Q1 | 86436 |
| median | 91351 |
| Q3 | 96379.5 |
| 95-th percentile | 100379.1 |
| Maximum | 101440 |
| Range | 20028 |
| Interquartile range (IQR) | 9943.5 |
Descriptive statistics
| Standard deviation | 5744.869987 |
|---|---|
| Coefficient of variation (CV) | 0.06285974907 |
| Kurtosis | -1.194772641 |
| Mean | 91391.86956 |
| Median Absolute Deviation (MAD) | 4976 |
| Skewness | 0.005727603675 |
| Sum | 883485203 |
| Variance | 33003531.17 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 98304 | 1 | < 0.1% |
| 84612 | 1 | < 0.1% |
| 88710 | 1 | < 0.1% |
| 98070 | 1 | < 0.1% |
| 92808 | 1 | < 0.1% |
| 84620 | 1 | < 0.1% |
| 98957 | 1 | < 0.1% |
| 88718 | 1 | < 0.1% |
| 86671 | 1 | < 0.1% |
| 90769 | 1 | < 0.1% |
| Other values (9657) | 9657 |
| Value | Count | Frequency (%) |
| 81412 | 1 | |
| 81415 | 1 | |
| 81417 | 1 | |
| 81418 | 1 | |
| 81419 | 1 | |
| 81420 | 1 | |
| 81426 | 1 | |
| 81427 | 1 | |
| 81429 | 1 | |
| 81431 | 1 |
| Value | Count | Frequency (%) |
| 101440 | 1 | |
| 101438 | 1 | |
| 101437 | 1 | |
| 101435 | 1 | |
| 101432 | 1 | |
| 101430 | 1 | |
| 101429 | 1 | |
| 101422 | 1 | |
| 101416 | 1 | |
| 101415 | 1 |
patient_id
Real number (ℝ≥0)
| Distinct | 9192 |
|---|---|
| Distinct (%) | 95.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 108414208.8 |
| Minimum | 10368 |
|---|---|
| Maximum | 378731656 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.6 KiB |
Quantile statistics
| Minimum | 10368 |
|---|---|
| 5-th percentile | 2789460 |
| Q1 | 46745865 |
| median | 91105920 |
| Q3 | 175244589 |
| 95-th percentile | 222671138.4 |
| Maximum | 378731656 |
| Range | 378721288 |
| Interquartile range (IQR) | 128498724 |
Descriptive statistics
| Standard deviation | 77557059.95 |
|---|---|
| Coefficient of variation (CV) | 0.7153772632 |
| Kurtosis | -0.302769872 |
| Mean | 108414208.8 |
| Median Absolute Deviation (MAD) | 66425958 |
| Skewness | 0.4830140605 |
| Sum | 1.048040156 × 1012 |
| Variance | 6.015097548 × 1015 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 86281740 | 6 | 0.1% |
| 769806 | 5 | 0.1% |
| 3061368 | 5 | 0.1% |
| 74193660 | 4 | < 0.1% |
| 46796904 | 4 | < 0.1% |
| 177579342 | 4 | < 0.1% |
| 85026852 | 4 | < 0.1% |
| 186411312 | 3 | < 0.1% |
| 50303916 | 3 | < 0.1% |
| 200645820 | 3 | < 0.1% |
| Other values (9182) | 9626 |
| Value | Count | Frequency (%) |
| 10368 | 1 | |
| 13320 | 1 | |
| 13374 | 1 | |
| 16344 | 1 | |
| 22950 | 1 | |
| 24822 | 1 | |
| 26010 | 1 | |
| 29520 | 1 | |
| 37458 | 1 | |
| 44244 | 1 |
| Value | Count | Frequency (%) |
| 378731656 | 1 | |
| 378515620 | 1 | |
| 378390772 | 1 | |
| 378338950 | 1 | |
| 377407324 | 1 | |
| 376569694 | 1 | |
| 376238278 | 1 | |
| 375847048 | 1 | |
| 373535938 | 1 | |
| 373514608 | 1 |
race
Categorical
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.6 KiB |
| Caucasian | |
|---|---|
| AfricanAmerican | |
| White | |
| WHITE | 367 |
| African American | 351 |
| Other values (10) |
Length
| Max length | 16 |
|---|---|
| Median length | 9 |
| Mean length | 9.135512569 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | AfricanAmerican |
|---|---|
| 2nd row | Caucasian |
| 3rd row | African American |
| 4th row | AfricanAmerican |
| 5th row | Hispanic |
Common Values
| Value | Count | Frequency (%) |
| Caucasian | 5824 | |
| AfricanAmerican | 1091 | 11.3% |
| White | 699 | 7.2% |
| WHITE | 367 | 3.8% |
| African American | 351 | 3.6% |
| European | 264 | 2.7% |
| ? | 226 | 2.3% |
| Afro American | 174 | 1.8% |
| Other | 166 | 1.7% |
| Hispanic | 158 | 1.6% |
| Other values (5) | 347 | 3.6% |
Length
| Value | Count | Frequency (%) |
| caucasian | 5824 | |
| africanamerican | 1110 | 10.9% |
| white | 1066 | 10.5% |
| american | 525 | 5.2% |
| african | 351 | 3.4% |
| european | 264 | 2.6% |
| 226 | 2.2% | |
| afro | 174 | 1.7% |
| other | 166 | 1.6% |
| hispanic | 158 | 1.6% |
| Other values (4) | 328 | 3.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.6 KiB |
| Female | |
|---|---|
| Male | |
| Unknown/Invalid | 1 |
Length
| Max length | 15 |
|---|---|
| Median length | 6 |
| Mean length | 5.081928209 |
| Min length | 4 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Female |
|---|---|
| 2nd row | Male |
| 3rd row | Male |
| 4th row | Female |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Female | 5224 | |
| Male | 4442 | |
| Unknown/Invalid | 1 | < 0.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| female | 5224 | |
| male | 4442 | |
| unknown/invalid | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 293 |
| Missing (%) | 3.0% |
| Memory size | 75.6 KiB |
| [70-80) | |
|---|---|
| [60-70) | |
| [50-60) | |
| [80-90) | |
| [40-50) | |
| Other values (5) |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 7.024855985 |
| Min length | 6 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | [50-60) |
|---|---|
| 2nd row | [60-70) |
| 3rd row | [60-70) |
| 4th row | [30-40) |
| 5th row | [50-60) |
Common Values
| Value | Count | Frequency (%) |
| [70-80) | 2465 | |
| [60-70) | 2109 | |
| [50-60) | 1601 | |
| [80-90) | 1493 | |
| [40-50) | 911 | 9.4% |
| [30-40) | 334 | 3.5% |
| [90-100) | 243 | 2.5% |
| [20-30) | 150 | 1.6% |
| [10-20) | 58 | 0.6% |
| [0-10) | 10 | 0.1% |
| (Missing) | 293 | 3.0% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 70-80 | 2465 | |
| 60-70 | 2109 | |
| 50-60 | 1601 | |
| 80-90 | 1493 | |
| 40-50 | 911 | 9.7% |
| 30-40 | 334 | 3.6% |
| 90-100 | 243 | 2.6% |
| 20-30 | 150 | 1.6% |
| 10-20 | 58 | 0.6% |
| 0-10 | 10 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 165 |
| Missing (%) | 1.7% |
| Memory size | 75.6 KiB |
| ? | |
|---|---|
| [75-100) | 129 |
| [50-75) | 75 |
| [100-125) | 68 |
| [125-150) | 15 |
| Other values (4) | 17 |
Length
| Max length | 9 |
|---|---|
| Median length | 1 |
| Mean length | 1.223847611 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | ? |
|---|---|
| 2nd row | ? |
| 3rd row | ? |
| 4th row | ? |
| 5th row | ? |
Common Values
| Value | Count | Frequency (%) |
| ? | 9198 | |
| [75-100) | 129 | 1.3% |
| [50-75) | 75 | 0.8% |
| [100-125) | 68 | 0.7% |
| [125-150) | 15 | 0.2% |
| [25-50) | 10 | 0.1% |
| [150-175) | 4 | < 0.1% |
| [0-25) | 2 | < 0.1% |
| [175-200) | 1 | < 0.1% |
| (Missing) | 165 | 1.7% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 9198 | ||
| 75-100 | 129 | 1.4% |
| 50-75 | 75 | 0.8% |
| 100-125 | 68 | 0.7% |
| 125-150 | 15 | 0.2% |
| 25-50 | 10 | 0.1% |
| 150-175 | 4 | < 0.1% |
| 0-25 | 2 | < 0.1% |
| 175-200 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 146 |
| Missing (%) | 1.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.035080349 |
| Minimum | 1 |
|---|---|
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.445737111 |
|---|---|
| Coefficient of variation (CV) | 0.7104078775 |
| Kurtosis | 1.95929003 |
| Mean | 2.035080349 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.585357004 |
| Sum | 19376 |
| Variance | 2.090155794 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 4986 | |
| 3 | 1807 | 18.7% |
| 2 | 1755 | 18.2% |
| 6 | 491 | 5.1% |
| 5 | 447 | 4.6% |
| 8 | 33 | 0.3% |
| 7 | 2 | < 0.1% |
| (Missing) | 146 | 1.5% |
| Value | Count | Frequency (%) |
| 1 | 4986 | |
| 2 | 1755 | 18.2% |
| 3 | 1807 | 18.7% |
| 5 | 447 | 4.6% |
| 6 | 491 | 5.1% |
| 7 | 2 | < 0.1% |
| 8 | 33 | 0.3% |
| Value | Count | Frequency (%) |
| 8 | 33 | 0.3% |
| 7 | 2 | < 0.1% |
| 6 | 491 | 5.1% |
| 5 | 447 | 4.6% |
| 3 | 1807 | 18.7% |
| 2 | 1755 | 18.2% |
| 1 | 4986 |
discharge_disposition_code
Real number (ℝ≥0)
| Distinct | 21 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 71 |
| Missing (%) | 0.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.614214256 |
| Minimum | 1 |
|---|---|
| Maximum | 28 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 18 |
| Maximum | 28 |
| Range | 27 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 5.261180766 |
|---|---|
| Coefficient of variation (CV) | 1.455691443 |
| Kurtosis | 6.453635621 |
| Mean | 3.614214256 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.665817523 |
| Sum | 34682 |
| Variance | 27.68002305 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 5768 | |
| 3 | 1341 | 13.9% |
| 6 | 1238 | 12.8% |
| 18 | 378 | 3.9% |
| 2 | 201 | 2.1% |
| 22 | 181 | 1.9% |
| 5 | 118 | 1.2% |
| 25 | 95 | 1.0% |
| 4 | 70 | 0.7% |
| 7 | 55 | 0.6% |
| Other values (11) | 151 | 1.6% |
| (Missing) | 71 | 0.7% |
| Value | Count | Frequency (%) |
| 1 | 5768 | |
| 2 | 201 | 2.1% |
| 3 | 1341 | 13.9% |
| 4 | 70 | 0.7% |
| 5 | 118 | 1.2% |
| 6 | 1238 | 12.8% |
| 7 | 55 | 0.6% |
| 8 | 11 | 0.1% |
| 9 | 1 | < 0.1% |
| 12 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 28 | 12 | 0.1% |
| 27 | 1 | < 0.1% |
| 25 | 95 | 1.0% |
| 23 | 50 | 0.5% |
| 22 | 181 | |
| 18 | 378 | |
| 17 | 1 | < 0.1% |
| 16 | 1 | < 0.1% |
| 15 | 4 | < 0.1% |
| 14 | 33 | 0.3% |
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.737767663 |
| Minimum | 1 |
|---|---|
| Maximum | 20 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 7 |
| Q3 | 7 |
| 95-th percentile | 17 |
| Maximum | 20 |
| Range | 19 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.07144758 |
|---|---|
| Coefficient of variation (CV) | 0.7095873899 |
| Kurtosis | 1.698477063 |
| Mean | 5.737767663 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.025009295 |
| Sum | 55467 |
| Variance | 16.57668539 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7 | 5452 | |
| 1 | 2834 | |
| 17 | 648 | 6.7% |
| 4 | 302 | 3.1% |
| 6 | 191 | 2.0% |
| 2 | 114 | 1.2% |
| 5 | 76 | 0.8% |
| 3 | 19 | 0.2% |
| 20 | 14 | 0.1% |
| 9 | 14 | 0.1% |
| Other values (2) | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 2834 | |
| 2 | 114 | 1.2% |
| 3 | 19 | 0.2% |
| 4 | 302 | 3.1% |
| 5 | 76 | 0.8% |
| 6 | 191 | 2.0% |
| 7 | 5452 | |
| 8 | 1 | < 0.1% |
| 9 | 14 | 0.1% |
| 10 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 20 | 14 | 0.1% |
| 17 | 648 | 6.7% |
| 10 | 2 | < 0.1% |
| 9 | 14 | 0.1% |
| 8 | 1 | < 0.1% |
| 7 | 5452 | |
| 6 | 191 | 2.0% |
| 5 | 76 | 0.8% |
| 4 | 302 | 3.1% |
| 3 | 19 | 0.2% |
time_in_hospital
Real number (ℝ≥0)
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.391124444 |
| Minimum | 1 |
|---|---|
| Maximum | 14 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 11 |
| Maximum | 14 |
| Range | 13 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.004172532 |
|---|---|
| Coefficient of variation (CV) | 0.6841465257 |
| Kurtosis | 0.8078394717 |
| Mean | 4.391124444 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.130043444 |
| Sum | 42449 |
| Variance | 9.025052605 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 1687 | |
| 2 | 1650 | |
| 1 | 1382 | |
| 4 | 1273 | |
| 5 | 945 | |
| 6 | 718 | |
| 7 | 541 | 5.6% |
| 8 | 420 | 4.3% |
| 9 | 292 | 3.0% |
| 10 | 214 | 2.2% |
| Other values (4) | 545 | 5.6% |
| Value | Count | Frequency (%) |
| 1 | 1382 | |
| 2 | 1650 | |
| 3 | 1687 | |
| 4 | 1273 | |
| 5 | 945 | |
| 6 | 718 | |
| 7 | 541 | 5.6% |
| 8 | 420 | 4.3% |
| 9 | 292 | 3.0% |
| 10 | 214 | 2.2% |
| Value | Count | Frequency (%) |
| 14 | 93 | 1.0% |
| 13 | 126 | 1.3% |
| 12 | 140 | 1.4% |
| 11 | 186 | 1.9% |
| 10 | 214 | 2.2% |
| 9 | 292 | 3.0% |
| 8 | 420 | |
| 7 | 541 | |
| 6 | 718 | |
| 5 | 945 |
payer_code
Categorical
| Distinct | 17 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.6 KiB |
| ? | |
|---|---|
| MC | |
| HM | |
| SP | |
| BC | |
| Other values (12) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 1.603496431 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ? |
|---|---|
| 2nd row | MC |
| 3rd row | ? |
| 4th row | BC |
| 5th row | ? |
Common Values
| Value | Count | Frequency (%) |
| ? | 3833 | |
| MC | 3031 | |
| HM | 612 | 6.3% |
| SP | 490 | 5.1% |
| BC | 454 | 4.7% |
| MD | 331 | 3.4% |
| UN | 243 | 2.5% |
| CP | 212 | 2.2% |
| CM | 195 | 2.0% |
| OG | 119 | 1.2% |
| Other values (7) | 147 | 1.5% |
Length
| Value | Count | Frequency (%) |
| 3833 | ||
| mc | 3031 | |
| hm | 612 | 6.3% |
| sp | 490 | 5.1% |
| bc | 454 | 4.7% |
| md | 331 | 3.4% |
| un | 243 | 2.5% |
| cp | 212 | 2.2% |
| cm | 195 | 2.0% |
| og | 119 | 1.2% |
| Other values (7) | 147 | 1.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 50 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.6 KiB |
| ? | |
|---|---|
| InternalMedicine | |
| Emergency/Trauma | |
| Family/GeneralPractice | |
| Cardiology | |
| Other values (45) |
Length
| Max length | 36 |
|---|---|
| Median length | 9 |
| Mean length | 8.741388228 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 8 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | InternalMedicine |
|---|---|
| 2nd row | Radiologist |
| 3rd row | ? |
| 4th row | Family/GeneralPractice |
| 5th row | ? |
Common Values
| Value | Count | Frequency (%) |
| ? | 4690 | |
| InternalMedicine | 1353 | 14.0% |
| Emergency/Trauma | 757 | 7.8% |
| Family/GeneralPractice | 736 | 7.6% |
| Cardiology | 507 | 5.2% |
| Surgery-General | 297 | 3.1% |
| Orthopedics | 139 | 1.4% |
| Orthopedics-Reconstructive | 132 | 1.4% |
| Radiologist | 125 | 1.3% |
| Nephrology | 122 | 1.3% |
| Other values (40) | 809 | 8.4% |
Length
| Value | Count | Frequency (%) |
| 4690 | ||
| internalmedicine | 1353 | 14.0% |
| emergency/trauma | 757 | 7.8% |
| family/generalpractice | 736 | 7.6% |
| cardiology | 507 | 5.2% |
| surgery-general | 297 | 3.1% |
| orthopedics | 139 | 1.4% |
| orthopedics-reconstructive | 132 | 1.4% |
| radiologist | 125 | 1.3% |
| nephrology | 122 | 1.3% |
| Other values (40) | 809 | 8.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
has_prosthesis
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.6 KiB |
| False | |
|---|---|
| True | 92 |
| Value | Count | Frequency (%) |
| False | 9575 | |
| True | 92 | 1.0% |
complete_vaccination_status
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.6 KiB |
| Complete | |
|---|---|
| Incomplete | |
| None | 38 |
Length
| Max length | 10 |
|---|---|
| Median length | 8 |
| Mean length | 8.304334333 |
| Min length | 4 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Complete |
|---|---|
| 2nd row | Complete |
| 3rd row | Complete |
| 4th row | Complete |
| 5th row | Complete |
Common Values
| Value | Count | Frequency (%) |
| Complete | 8082 | |
| Incomplete | 1547 | 16.0% |
| None | 38 | 0.4% |
Length
Pie chart
| Value | Count | Frequency (%) |
| complete | 8082 | |
| incomplete | 1547 | 16.0% |
| none | 38 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 105 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 183 |
| Missing (%) | 1.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42.949283 |
| Minimum | 1 |
|---|---|
| Maximum | 111 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 31 |
| median | 44 |
| Q3 | 57 |
| 95-th percentile | 73 |
| Maximum | 111 |
| Range | 110 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 19.87162906 |
|---|---|
| Coefficient of variation (CV) | 0.4626766192 |
| Kurtosis | -0.2838583369 |
| Mean | 42.949283 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.2406325089 |
| Sum | 407331 |
| Variance | 394.8816414 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 320 | 3.3% |
| 43 | 255 | 2.6% |
| 49 | 219 | 2.3% |
| 42 | 217 | 2.2% |
| 45 | 217 | 2.2% |
| 44 | 215 | 2.2% |
| 40 | 205 | 2.1% |
| 39 | 205 | 2.1% |
| 46 | 203 | 2.1% |
| 37 | 197 | 2.0% |
| Other values (95) | 7231 |
| Value | Count | Frequency (%) |
| 1 | 320 | |
| 2 | 109 | 1.1% |
| 3 | 55 | 0.6% |
| 4 | 37 | 0.4% |
| 5 | 31 | 0.3% |
| 6 | 34 | 0.4% |
| 7 | 24 | 0.2% |
| 8 | 43 | 0.4% |
| 9 | 85 | 0.9% |
| 10 | 92 | 1.0% |
| Value | Count | Frequency (%) |
| 111 | 1 | < 0.1% |
| 109 | 1 | < 0.1% |
| 107 | 1 | < 0.1% |
| 103 | 1 | < 0.1% |
| 102 | 1 | < 0.1% |
| 101 | 2 | |
| 100 | 3 | |
| 98 | 1 | < 0.1% |
| 97 | 4 | |
| 96 | 1 | < 0.1% |
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.350884452 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 4369 |
| Zeros (%) | 45.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.704893698 |
|---|---|
| Coefficient of variation (CV) | 1.262057384 |
| Kurtosis | 0.8315415433 |
| Mean | 1.350884452 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.306173765 |
| Sum | 13059 |
| Variance | 2.906662522 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4369 | |
| 1 | 2004 | |
| 2 | 1229 | 12.7% |
| 3 | 911 | 9.4% |
| 6 | 461 | 4.8% |
| 4 | 367 | 3.8% |
| 5 | 326 | 3.4% |
| Value | Count | Frequency (%) |
| 0 | 4369 | |
| 1 | 2004 | |
| 2 | 1229 | 12.7% |
| 3 | 911 | 9.4% |
| 4 | 367 | 3.8% |
| 5 | 326 | 3.4% |
| 6 | 461 | 4.8% |
| Value | Count | Frequency (%) |
| 6 | 461 | 4.8% |
| 5 | 326 | 3.4% |
| 4 | 367 | 3.8% |
| 3 | 911 | 9.4% |
| 2 | 1229 | 12.7% |
| 1 | 2004 | |
| 0 | 4369 |
| Distinct | 64 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 308 |
| Missing (%) | 3.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.07041351 |
| Minimum | 1 |
|---|---|
| Maximum | 79 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 10 |
| median | 15 |
| Q3 | 20 |
| 95-th percentile | 31 |
| Maximum | 79 |
| Range | 78 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 8.281684625 |
|---|---|
| Coefficient of variation (CV) | 0.5153373696 |
| Kurtosis | 3.559094607 |
| Mean | 16.07041351 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 1.382556006 |
| Sum | 150403 |
| Variance | 68.58630022 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 15 | 565 | 5.8% |
| 13 | 563 | 5.8% |
| 12 | 555 | 5.7% |
| 11 | 549 | 5.7% |
| 10 | 510 | 5.3% |
| 14 | 502 | 5.2% |
| 16 | 482 | 5.0% |
| 17 | 445 | 4.6% |
| 9 | 442 | 4.6% |
| 18 | 405 | 4.2% |
| Other values (54) | 4341 |
| Value | Count | Frequency (%) |
| 1 | 26 | 0.3% |
| 2 | 51 | 0.5% |
| 3 | 83 | 0.9% |
| 4 | 109 | 1.1% |
| 5 | 173 | 1.8% |
| 6 | 242 | |
| 7 | 352 | |
| 8 | 404 | |
| 9 | 442 | |
| 10 | 510 |
| Value | Count | Frequency (%) |
| 79 | 1 | < 0.1% |
| 66 | 1 | < 0.1% |
| 65 | 1 | < 0.1% |
| 61 | 4 | |
| 60 | 3 | |
| 59 | 3 | |
| 58 | 6 | |
| 57 | 3 | |
| 56 | 4 | |
| 55 | 3 |
| Distinct | 19 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3639184856 |
| Minimum | 0 |
|---|---|
| Maximum | 21 |
| Zeros | 8069 |
| Zeros (%) | 83.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 21 |
| Range | 21 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.188595663 |
|---|---|
| Coefficient of variation (CV) | 3.266104113 |
| Kurtosis | 70.08823199 |
| Mean | 0.3639184856 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.71289012 |
| Sum | 3518 |
| Variance | 1.412759649 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 8069 | |
| 1 | 822 | 8.5% |
| 2 | 330 | 3.4% |
| 3 | 211 | 2.2% |
| 4 | 106 | 1.1% |
| 5 | 49 | 0.5% |
| 6 | 30 | 0.3% |
| 8 | 11 | 0.1% |
| 7 | 8 | 0.1% |
| 9 | 5 | 0.1% |
| Other values (9) | 26 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 8069 | |
| 1 | 822 | 8.5% |
| 2 | 330 | 3.4% |
| 3 | 211 | 2.2% |
| 4 | 106 | 1.1% |
| 5 | 49 | 0.5% |
| 6 | 30 | 0.3% |
| 7 | 8 | 0.1% |
| 8 | 11 | 0.1% |
| 9 | 5 | 0.1% |
| Value | Count | Frequency (%) |
| 21 | 2 | < 0.1% |
| 19 | 1 | < 0.1% |
| 17 | 3 | |
| 16 | 1 | < 0.1% |
| 15 | 4 | |
| 14 | 4 | |
| 13 | 2 | < 0.1% |
| 11 | 5 | |
| 10 | 4 | |
| 9 | 5 |
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1894072618 |
| Minimum | 0 |
|---|---|
| Maximum | 63 |
| Zeros | 8587 |
| Zeros (%) | 88.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 63 |
| Range | 63 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.9521011049 |
|---|---|
| Coefficient of variation (CV) | 5.026740241 |
| Kurtosis | 1983.856156 |
| Mean | 0.1894072618 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 32.76633298 |
| Sum | 1831 |
| Variance | 0.9064965139 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 8587 | |
| 1 | 747 | 7.7% |
| 2 | 195 | 2.0% |
| 3 | 57 | 0.6% |
| 4 | 42 | 0.4% |
| 7 | 8 | 0.1% |
| 5 | 7 | 0.1% |
| 6 | 6 | 0.1% |
| 8 | 6 | 0.1% |
| 10 | 4 | < 0.1% |
| Other values (5) | 8 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 8587 | |
| 1 | 747 | 7.7% |
| 2 | 195 | 2.0% |
| 3 | 57 | 0.6% |
| 4 | 42 | 0.4% |
| 5 | 7 | 0.1% |
| 6 | 6 | 0.1% |
| 7 | 8 | 0.1% |
| 8 | 6 | 0.1% |
| 9 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 63 | 1 | < 0.1% |
| 13 | 1 | < 0.1% |
| 12 | 2 | < 0.1% |
| 11 | 2 | < 0.1% |
| 10 | 4 | |
| 9 | 2 | < 0.1% |
| 8 | 6 | |
| 7 | 8 | |
| 6 | 6 | |
| 5 | 7 |
| Distinct | 17 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6270818248 |
| Minimum | 0 |
|---|---|
| Maximum | 16 |
| Zeros | 6470 |
| Zeros (%) | 66.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 16 |
| Range | 16 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.255677361 |
|---|---|
| Coefficient of variation (CV) | 2.002413897 |
| Kurtosis | 21.17006569 |
| Mean | 0.6270818248 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.644988807 |
| Sum | 6062 |
| Variance | 1.576725634 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 6470 | |
| 1 | 1831 | 18.9% |
| 2 | 694 | 7.2% |
| 3 | 325 | 3.4% |
| 4 | 156 | 1.6% |
| 5 | 85 | 0.9% |
| 6 | 47 | 0.5% |
| 8 | 17 | 0.2% |
| 7 | 16 | 0.2% |
| 10 | 8 | 0.1% |
| Other values (7) | 18 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 6470 | |
| 1 | 1831 | 18.9% |
| 2 | 694 | 7.2% |
| 3 | 325 | 3.4% |
| 4 | 156 | 1.6% |
| 5 | 85 | 0.9% |
| 6 | 47 | 0.5% |
| 7 | 16 | 0.2% |
| 8 | 17 | 0.2% |
| 9 | 6 | 0.1% |
| Value | Count | Frequency (%) |
| 16 | 1 | < 0.1% |
| 15 | 2 | < 0.1% |
| 14 | 2 | < 0.1% |
| 13 | 1 | < 0.1% |
| 12 | 2 | < 0.1% |
| 11 | 4 | < 0.1% |
| 10 | 8 | |
| 9 | 6 | 0.1% |
| 8 | 17 | |
| 7 | 16 |
| Distinct | 447 |
|---|---|
| Distinct (%) | 4.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.6 KiB |
| 428 | 684 |
|---|---|
| 414 | 666 |
| 786 | 372 |
| 410 | 321 |
| 486 | 316 |
| Other values (442) |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.16695976 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 110 ? |
|---|---|
| Unique (%) | 1.1% |
Sample
| 1st row | 183 |
|---|---|
| 2nd row | 414 |
| 3rd row | 428 |
| 4th row | 562 |
| 5th row | 808 |
Common Values
| Value | Count | Frequency (%) |
| 428 | 684 | 7.1% |
| 414 | 666 | 6.9% |
| 786 | 372 | 3.8% |
| 410 | 321 | 3.3% |
| 486 | 316 | 3.3% |
| 427 | 272 | 2.8% |
| 491 | 231 | 2.4% |
| 715 | 227 | 2.3% |
| 682 | 212 | 2.2% |
| 434 | 203 | 2.1% |
| Other values (437) | 6163 |
Length
| Value | Count | Frequency (%) |
| 428 | 684 | 7.1% |
| 414 | 666 | 6.9% |
| 786 | 372 | 3.8% |
| 410 | 321 | 3.3% |
| 486 | 316 | 3.3% |
| 427 | 272 | 2.8% |
| 491 | 231 | 2.4% |
| 715 | 227 | 2.3% |
| 682 | 212 | 2.2% |
| 434 | 203 | 2.1% |
| Other values (437) | 6163 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 440 |
|---|---|
| Distinct (%) | 4.6% |
| Missing | 169 |
| Missing (%) | 1.7% |
| Memory size | 75.6 KiB |
| 428 | 653 |
|---|---|
| 276 | 613 |
| 250 | 598 |
| 427 | 462 |
| 401 | 368 |
| Other values (435) |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.16614024 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 128 ? |
|---|---|
| Unique (%) | 1.3% |
Sample
| 1st row | 197 |
|---|---|
| 2nd row | 411 |
| 3rd row | 585 |
| 4th row | 596 |
| 5th row | 861 |
Common Values
| Value | Count | Frequency (%) |
| 428 | 653 | 6.8% |
| 276 | 613 | 6.3% |
| 250 | 598 | 6.2% |
| 427 | 462 | 4.8% |
| 401 | 368 | 3.8% |
| 599 | 299 | 3.1% |
| 496 | 291 | 3.0% |
| 414 | 283 | 2.9% |
| 411 | 257 | 2.7% |
| 403 | 241 | 2.5% |
| Other values (430) | 5433 |
Length
| Value | Count | Frequency (%) |
| 428 | 653 | 6.9% |
| 276 | 613 | 6.5% |
| 250 | 598 | 6.3% |
| 427 | 462 | 4.9% |
| 401 | 368 | 3.9% |
| 599 | 299 | 3.1% |
| 496 | 291 | 3.1% |
| 414 | 283 | 3.0% |
| 411 | 257 | 2.7% |
| 403 | 241 | 2.5% |
| Other values (430) | 5433 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 468 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.6 KiB |
| 250 | |
|---|---|
| 401 | |
| 276 | 510 |
| 428 | 396 |
| 427 | 383 |
| Other values (463) |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.105306714 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 133 ? |
|---|---|
| Unique (%) | 1.4% |
Sample
| 1st row | 250.02 |
|---|---|
| 2nd row | 295 |
| 3rd row | 496 |
| 4th row | 585 |
| 5th row | 865 |
Common Values
| Value | Count | Frequency (%) |
| 250 | 1165 | 12.1% |
| 401 | 833 | 8.6% |
| 276 | 510 | 5.3% |
| 428 | 396 | 4.1% |
| 427 | 383 | 4.0% |
| 414 | 374 | 3.9% |
| 496 | 231 | 2.4% |
| 403 | 198 | 2.0% |
| 272 | 191 | 2.0% |
| 599 | 188 | 1.9% |
| Other values (458) | 5198 |
Length
| Value | Count | Frequency (%) |
| 250 | 1165 | 12.1% |
| 401 | 833 | 8.6% |
| 276 | 510 | 5.3% |
| 428 | 396 | 4.1% |
| 427 | 383 | 4.0% |
| 414 | 374 | 3.9% |
| 496 | 231 | 2.4% |
| 403 | 198 | 2.0% |
| 272 | 191 | 2.0% |
| 599 | 188 | 1.9% |
| Other values (458) | 5198 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
number_diagnoses
Real number (ℝ≥0)
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.414502948 |
| Minimum | 1 |
|---|---|
| Maximum | 16 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 6 |
| median | 8 |
| Q3 | 9 |
| 95-th percentile | 9 |
| Maximum | 16 |
| Range | 15 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.953845855 |
|---|---|
| Coefficient of variation (CV) | 0.2635167682 |
| Kurtosis | -0.1204505695 |
| Mean | 7.414502948 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.9130002874 |
| Sum | 71676 |
| Variance | 3.817513624 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 4738 | |
| 5 | 1034 | 10.7% |
| 8 | 1010 | 10.4% |
| 6 | 979 | 10.1% |
| 7 | 932 | 9.6% |
| 4 | 539 | 5.6% |
| 3 | 298 | 3.1% |
| 2 | 108 | 1.1% |
| 1 | 22 | 0.2% |
| 15 | 2 | < 0.1% |
| Other values (4) | 5 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 22 | 0.2% |
| 2 | 108 | 1.1% |
| 3 | 298 | 3.1% |
| 4 | 539 | 5.6% |
| 5 | 1034 | 10.7% |
| 6 | 979 | 10.1% |
| 7 | 932 | 9.6% |
| 8 | 1010 | 10.4% |
| 9 | 4738 | |
| 10 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 16 | 2 | < 0.1% |
| 15 | 2 | < 0.1% |
| 14 | 1 | < 0.1% |
| 12 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| 9 | 4738 | |
| 8 | 1010 | 10.4% |
| 7 | 932 | 9.6% |
| 6 | 979 | 10.1% |
| 5 | 1034 | 10.7% |
blood_type
Categorical
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.6 KiB |
| O+ | |
|---|---|
| A+ | |
| B+ | |
| O- | |
| A- | |
| Other values (3) |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.04261922 |
| Min length | 2 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | O+ |
|---|---|
| 2nd row | O- |
| 3rd row | O- |
| 4th row | A+ |
| 5th row | O+ |
Common Values
| Value | Count | Frequency (%) |
| O+ | 3788 | |
| A+ | 2963 | |
| B+ | 1071 | 11.1% |
| O- | 699 | 7.2% |
| A- | 574 | 5.9% |
| AB+ | 320 | 3.3% |
| B- | 160 | 1.7% |
| AB- | 92 | 1.0% |
Length
Pie chart
| Value | Count | Frequency (%) |
| o | 4487 | |
| a | 3537 | |
| b | 1231 | 12.7% |
| ab | 412 | 4.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 70 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.18698666 |
| Minimum | 10.9 |
|---|---|
| Maximum | 18 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.6 KiB |
Quantile statistics
| Minimum | 10.9 |
|---|---|
| 5-th percentile | 12.6 |
| Q1 | 13.4 |
| median | 14.1 |
| Q3 | 14.9 |
| 95-th percentile | 16 |
| Maximum | 18 |
| Range | 7.1 |
| Interquartile range (IQR) | 1.5 |
Descriptive statistics
| Standard deviation | 1.051107764 |
|---|---|
| Coefficient of variation (CV) | 0.07408957163 |
| Kurtosis | -0.4462170239 |
| Mean | 14.18698666 |
| Median Absolute Deviation (MAD) | 0.8 |
| Skewness | 0.188906029 |
| Sum | 137145.6 |
| Variance | 1.104827532 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13.6 | 354 | 3.7% |
| 13.8 | 346 | 3.6% |
| 13.5 | 337 | 3.5% |
| 14.5 | 325 | 3.4% |
| 13.7 | 323 | 3.3% |
| 13.4 | 317 | 3.3% |
| 13.9 | 315 | 3.3% |
| 14 | 315 | 3.3% |
| 14.4 | 313 | 3.2% |
| 14.3 | 312 | 3.2% |
| Other values (60) | 6410 |
| Value | Count | Frequency (%) |
| 10.9 | 1 | < 0.1% |
| 11.1 | 1 | < 0.1% |
| 11.2 | 2 | < 0.1% |
| 11.3 | 3 | < 0.1% |
| 11.4 | 2 | < 0.1% |
| 11.5 | 2 | < 0.1% |
| 11.6 | 7 | 0.1% |
| 11.7 | 11 | |
| 11.8 | 13 | |
| 11.9 | 22 |
| Value | Count | Frequency (%) |
| 18 | 1 | < 0.1% |
| 17.8 | 1 | < 0.1% |
| 17.7 | 2 | < 0.1% |
| 17.6 | 1 | < 0.1% |
| 17.5 | 2 | < 0.1% |
| 17.4 | 3 | < 0.1% |
| 17.3 | 1 | < 0.1% |
| 17.2 | 1 | < 0.1% |
| 17.1 | 8 | |
| 17 | 8 |
blood_transfusion
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 8522 | |
| True | 1145 | 11.8% |
max_glu_serum
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.6 KiB |
| None | |
|---|---|
| NONE | |
| Norm | 165 |
| >200 | 147 |
| >300 | 101 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | None |
|---|---|
| 2nd row | None |
| 3rd row | None |
| 4th row | NONE |
| 5th row | None |
Common Values
| Value | Count | Frequency (%) |
| None | 6426 | |
| NONE | 2735 | |
| Norm | 165 | 1.7% |
| >200 | 147 | 1.5% |
| >300 | 101 | 1.0% |
| NORM | 93 | 1.0% |
Length
Pie chart
| Value | Count | Frequency (%) |
| none | 9161 | |
| norm | 258 | 2.7% |
| 200 | 147 | 1.5% |
| 300 | 101 | 1.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
A1Cresult
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.6 KiB |
| None | |
|---|---|
| >8 | 797 |
| Norm | 477 |
| >7 | 348 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 3.763111617 |
| Min length | 2 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | None |
|---|---|
| 2nd row | None |
| 3rd row | None |
| 4th row | None |
| 5th row | None |
Common Values
| Value | Count | Frequency (%) |
| None | 8045 | |
| >8 | 797 | 8.2% |
| Norm | 477 | 4.9% |
| >7 | 348 | 3.6% |
Length
Pie chart
| Value | Count | Frequency (%) |
| none | 8045 | |
| 8 | 797 | 8.2% |
| norm | 477 | 4.9% |
| 7 | 348 | 3.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
diuretics
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.6 KiB |
| False | |
|---|---|
| True | 178 |
| Value | Count | Frequency (%) |
| False | 9489 | |
| True | 178 | 1.8% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.6 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 5246 | |
| False | 4421 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.6 KiB |
| No | |
|---|---|
| Ch |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Ch |
|---|---|
| 2nd row | Ch |
| 3rd row | No |
| 4th row | No |
| 5th row | Ch |
Common Values
| Value | Count | Frequency (%) |
| No | 5151 | |
| Ch | 4516 |
Length
Pie chart
| Value | Count | Frequency (%) |
| no | 5151 | |
| ch | 4516 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.6 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 7471 | |
| False | 2196 | 22.7% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 6174 | |
| True | 3493 |
actual_readmitted
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 8570 | |
| True | 1097 | 11.3% |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| admission_id | patient_id | race | gender | age | weight | admission_type_code | discharge_disposition_code | admission_source_code | time_in_hospital | payer_code | medical_specialty | has_prosthesis | complete_vaccination_status | num_lab_procedures | num_procedures | num_medications | number_outpatient | number_emergency | number_inpatient | diag_1 | diag_2 | diag_3 | number_diagnoses | blood_type | hemoglobin_level | blood_transfusion | max_glu_serum | A1Cresult | diuretics | insulin | change | diabetesMed | predicted_readmitted | actual_readmitted | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 97265 | 215370.0 | AfricanAmerican | Female | NaN | ? | 1.0 | 1.0 | 7.0 | 12 | ? | InternalMedicine | False | Complete | 72.0 | 5.0 | 30.0 | 0.0 | 0.0 | 0.0 | 183 | 197 | 250.02 | 9.0 | O+ | 12.0 | False | None | None | No | Yes | Ch | Yes | False | False |
| 1 | 89653 | 168821964.0 | Caucasian | Male | [50-60) | ? | 3.0 | 1.0 | 1.0 | 1 | MC | Radiologist | False | Complete | 34.0 | 6.0 | 24.0 | 0.0 | 0.0 | 1.0 | 414 | 411 | 295 | 9.0 | O- | 15.3 | False | None | None | Yes | Yes | Ch | Yes | False | False |
| 2 | 99518 | 1020438.0 | African American | Male | [60-70) | ? | 2.0 | 18.0 | 2.0 | 2 | ? | ? | False | Complete | 32.0 | 1.0 | 15.0 | 4.0 | 0.0 | 4.0 | 428 | 585 | 496 | 9.0 | O- | 14.1 | False | None | None | No | Yes | No | Yes | True | False |
| 3 | 89397 | 141934014.0 | AfricanAmerican | Female | [60-70) | ? | 3.0 | 1.0 | 1.0 | 5 | BC | Family/GeneralPractice | False | Complete | 57.0 | 2.0 | 30.0 | 0.0 | 0.0 | 0.0 | 562 | 596 | 585 | 9.0 | A+ | 13.4 | False | NONE | None | No | Yes | No | Yes | False | False |
| 4 | 83278 | 6485868.0 | Hispanic | Male | [30-40) | ? | 1.0 | 3.0 | 7.0 | 14 | ? | ? | False | Complete | 89.0 | 6.0 | 48.0 | 0.0 | 0.0 | 0.0 | 808 | 861 | 865 | 9.0 | O+ | 14.6 | True | None | None | No | Yes | Ch | Yes | True | False |
| 5 | 91411 | 227900106.0 | Caucasian | Male | [50-60) | ? | 3.0 | 1.0 | 1.0 | 1 | BC | ? | False | Incomplete | 37.0 | 1.0 | 17.0 | 2.0 | 0.0 | 0.0 | 175 | V86 | 780 | 6.0 | A+ | 13.7 | False | None | None | No | Yes | Ch | Yes | False | False |
| 6 | 100827 | 122924754.0 | Caucasian | Female | [80-90) | ? | 1.0 | 3.0 | 7.0 | 2 | MC | ? | False | Complete | 3.0 | 0.0 | 16.0 | 0.0 | 0.0 | 0.0 | 38 | 599 | 250.03 | 9.0 | O- | 14.0 | False | None | None | No | Yes | Ch | Yes | True | False |
| 7 | 96310 | 70917840.0 | Other | Male | [70-80) | ? | 2.0 | 1.0 | 7.0 | 3 | OG | Family/GeneralPractice | False | Incomplete | 1.0 | 0.0 | NaN | 0.0 | 0.0 | 0.0 | 599 | 250 | 401 | 4.0 | O+ | 15.1 | False | NONE | None | No | Yes | Ch | Yes | False | False |
| 8 | 89425 | 169838640.0 | Caucasian | Female | [40-50) | ? | 2.0 | 1.0 | 1.0 | 6 | HM | ? | False | Complete | 54.0 | 1.0 | 24.0 | 0.0 | 0.0 | 0.0 | 250.8 | 707 | 682 | 9.0 | B+ | 13.4 | False | None | Norm | No | No | No | Yes | False | False |
| 9 | 101072 | 114696756.0 | Caucasian | Male | [60-70) | ? | 1.0 | 1.0 | 7.0 | 2 | MC | ? | False | Complete | 44.0 | 0.0 | 17.0 | 0.0 | 0.0 | 0.0 | 852 | NaN | 414 | 9.0 | A+ | 14.8 | False | None | None | No | Yes | Ch | Yes | False | True |
Last rows
| admission_id | patient_id | race | gender | age | weight | admission_type_code | discharge_disposition_code | admission_source_code | time_in_hospital | payer_code | medical_specialty | has_prosthesis | complete_vaccination_status | num_lab_procedures | num_procedures | num_medications | number_outpatient | number_emergency | number_inpatient | diag_1 | diag_2 | diag_3 | number_diagnoses | blood_type | hemoglobin_level | blood_transfusion | max_glu_serum | A1Cresult | diuretics | insulin | change | diabetesMed | predicted_readmitted | actual_readmitted | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9657 | 85120 | 186411312.0 | Caucasian | Male | [40-50) | ? | 2.0 | 1.0 | 7.0 | 3 | OG | Emergency/Trauma | True | Complete | 21.0 | 3.0 | 21.0 | 5.0 | 7.0 | 2.0 | 786 | 577 | 250 | 9.0 | O+ | 15.3 | False | NONE | None | No | Yes | No | Yes | True | False |
| 9658 | 91540 | 12305736.0 | Caucasian | Male | [70-80) | ? | 3.0 | 18.0 | 1.0 | 6 | ? | ? | False | Complete | 26.0 | 2.0 | 14.0 | 0.0 | 0.0 | 1.0 | V55 | 496 | 553 | 6.0 | O+ | 13.3 | False | NONE | None | No | No | No | No | False | False |
| 9659 | 95613 | 32364738.0 | Caucasian | Female | [50-60) | ? | 2.0 | 1.0 | 1.0 | 10 | MC | Nephrology | False | Complete | 40.0 | 2.0 | 24.0 | 0.0 | 0.0 | 0.0 | 428 | V45 | 403 | 5.0 | A+ | 13.6 | True | None | None | No | Yes | Ch | Yes | False | False |
| 9660 | 100072 | 56769552.0 | Caucasian | Male | [40-50) | ? | 1.0 | 1.0 | 17.0 | 3 | ? | ? | False | Complete | 22.0 | 1.0 | 17.0 | 0.0 | 0.0 | 0.0 | 578 | 780 | 707 | 9.0 | O+ | 13.1 | False | Norm | None | No | No | No | No | False | False |
| 9661 | 87187 | 2176236.0 | Caucasian | Female | [70-80) | ? | 1.0 | 1.0 | 7.0 | 4 | ? | Emergency/Trauma | False | Complete | 45.0 | 0.0 | 11.0 | 0.0 | 0.0 | 0.0 | 780 | 814 | 458 | 9.0 | B+ | 12.3 | False | None | >7 | No | Yes | Ch | Yes | False | False |
| 9662 | 90772 | 44380656.0 | Caucasian | Female | [50-60) | ? | 3.0 | 1.0 | 20.0 | 4 | ? | ? | False | Complete | 19.0 | 3.0 | 13.0 | 1.0 | 0.0 | 1.0 | 153 | 196 | 198 | 6.0 | B+ | 14.0 | False | None | None | No | Yes | No | Yes | True | False |
| 9663 | 100690 | 10796580.0 | White | Female | [60-70) | ? | 1.0 | 1.0 | 4.0 | 3 | ? | Orthopedics | False | Complete | 23.0 | 1.0 | 9.0 | 0.0 | 0.0 | 0.0 | 824 | 250 | 733 | 3.0 | O+ | 12.7 | False | NONE | None | No | No | No | Yes | False | False |
| 9664 | 99260 | 63624078.0 | Other | Male | [50-60) | ? | 2.0 | 1.0 | 7.0 | 5 | BC | Emergency/Trauma | False | Complete | 65.0 | 1.0 | 20.0 | 0.0 | 0.0 | 0.0 | 574 | 250 | ? | 2.0 | O+ | 13.4 | False | None | >7 | No | Yes | Ch | Yes | False | False |
| 9665 | 88485 | 271206676.0 | Caucasian | Male | [20-30) | ? | 1.0 | NaN | 7.0 | 2 | SP | ? | False | Complete | 51.0 | 0.0 | 10.0 | 0.0 | 0.0 | 0.0 | 250.13 | 276 | 276 | 3.0 | O+ | 14.7 | False | None | >8 | No | Yes | Ch | Yes | False | False |
| 9666 | 97131 | 126311814.0 | Caucasian | Male | [70-80) | ? | 1.0 | 1.0 | 7.0 | 2 | MC | ? | False | Complete | 49.0 | 1.0 | 20.0 | 0.0 | 0.0 | 1.0 | 511 | 585 | V42 | 9.0 | AB+ | 15.3 | True | None | None | No | Yes | Ch | Yes | True | False |